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How exposed to AI is a Validation Engineer?

Of the 22 tasks O*NET lists for validation engineers, 6 could be done in half the time with a chat window today. 8 cannot be sped up at all. Here is which.

Exposure means published research judged an AI could halve the time a task takes, at the same quality. It does not mean the task stops needing a person. How to read this

Also called
Corporate Quality EngineerProduct Quality EngineerQuality Assurance EngineerQuality EngineerQuality Management Systems EngineerReliability EngineerSupplier Quality EngineerValidation Specialist
Reachable today Needs software built first Cannot be sped up
22
tasks rated for this occupation
95%
hold a degree, from a survey of 20
294k
people do this job in the US
34 of 56
least protected in architecture and engineering

Every task, and what AI can do with it

These are O*NET's task statements for this occupation, exactly as written, sorted into the three bands by the ratings behind this report. Nothing has been reworded.

Reachable with a chat window today

6
  • Study product characteristics or customer requirements to determine validation objectives and standards
  • Analyze validation test data to determine whether systems or processes have met validation criteria or to identify root causes of production problems
  • Communicate with regulatory agencies regarding compliance documentation or validation results
  • Recommend resolution of identified deviations from established product or process standards
  • Design validation study features, such as sampling, testing, or analytical methodologies
  • Prepare validation or performance qualification protocols for new or modified manufacturing processes, systems, or equipment for production of pharmaceuticals, electronics, or other products

Only with software built on top

8
  • Develop validation master plans, process flow diagrams, test cases, or standard operating procedures
  • Prepare detailed reports or design statements, based on results of validation and qualification tests or reviews of procedures and protocols
  • Prepare, maintain, or review validation and compliance documentation, such as engineering change notices, schematics, or protocols
  • Create, populate, or maintain databases for tracking validation activities, test results, or validated systems
  • Conduct audits of validation or performance qualification processes to ensure compliance with internal or regulatory requirements
  • Direct validation activities, such as protocol creation or testing
  • Coordinate the implementation or scheduling of validation testing with affected departments and personnel
  • Participate in internal or external training programs to maintain knowledge of validation principles, industry trends, or novel technologies

Cannot be sped up

8
  • Maintain validation test equipment
  • Conduct validation or qualification tests of new or existing processes, equipment, or software in accordance with internal protocols or external standards
  • Resolve testing problems by modifying testing methods or revising test objectives and standards
  • Draw samples of raw materials, intermediate products, or finished products for validation testing
  • Validate or characterize sustainable or environmentally friendly products, using electronic testing platforms
  • Assist in training equipment operators or other staff on validation protocols and standard operating procedures
  • Plan or conduct validation testing of alternative energy products, such as synthetic jet fuels or energy storage systems, such as fuel cells
  • Devise automated lab validation test stations or other test fixtures or equipment
What this does not say

This is not a prediction about your job

Nobody surveyed an employer. Tasks are counted equally, so a percentage here is a share of the list rather than a share of your week. And the ratings were made in 2023, which makes every figure a floor rather than a ceiling.

It must never be used to select anyone for redundancy. The full limits are here.

Where to go next

This is the standard task list for the title. The useful next question is which of the tasks you actually do should go near AI, and which should not.

Sort your own tasks Read the full report

Exposure ratings from Eloundou, Manning, Mishkin and Rock, GPTs are GPTs: Labor market impact potential of LLMs, Science 384, 1306–1308, 2024, used under the MIT licence. This page includes information from the O*NET Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), used under the CC BY 4.0 license. O*NET® is a trademark of USDOL/ETA. People Team AI has modified all or some of this information. USDOL/ETA has not approved, endorsed, or tested these modifications. Employment figures from the US Bureau of Labor Statistics.